Scoped Values
Scoped values provide an implementation of dynamic scoping in Julia.
Lexical scoping is the default behavior in Julia. Under lexical scoping the scope of a variable is determined by the lexical (textual) structure of a program. Under dynamic scoping a variable is bound to the most recent assigned value during the program's execution.
The state of a scoped value is dependent on the execution path of the program. This means that for a scoped value you may observe multiple different values concurrently.
Scoped values were introduced in Julia 1.11. In Julia 1.8+ a compatible implementation is available from the package ScopedValues.jl.
In its simplest form you can create a ScopedValue
with a default value and then use with
or @with
to enter a new dynamic scope. The new scope will inherit all values from the parent scope (and recursively from all outer scopes) with the provided scoped value taking priority over previous definitions.
Let's first look at an example of lexical scope. A let
statement begins a new lexical scope within which the outer definition of x
is shadowed by it's inner definition.
x = 1
let x = 5
@show x # 5
end
@show x # 1
In the following example, since Julia uses lexical scope, the variable x
in the body of f
refers to the x
defined in the global scope, and entering a let
scope does not change the value f
observes.
x = 1
f() = @show x
let x = 5
f() # 1
end
f() # 1
Now using a ScopedValue
we can use dynamic scoping.
using Base.ScopedValues
x = ScopedValue(1)
f() = @show x[]
with(x=>5) do
f() # 5
end
f() # 1
Note that the observed value of the ScopedValue
is dependent on the execution path of the program.
It often makes sense to use a const
variable to point to a scoped value, and you can set the value of multiple ScopedValue
s with one call to with
.
using Base.ScopedValues
f() = @show a[]
g() = @show b[]
const a = ScopedValue(1)
const b = ScopedValue(2)
f() # a[] = 1
g() # b[] = 2
# Enter a new dynamic scope and set value.
with(a => 3) do
f() # a[] = 3
g() # b[] = 2
with(a => 4, b => 5) do
f() # a[] = 4
g() # b[] = 5
end
f() # a[] = 3
g() # b[] = 2
end
f() # a[] = 1
g() # b[] = 2
ScopedValues
provides a macro version of with
. The expression @with var=>val expr
evaluates expr
in a new dynamic scope with var
set to val
. @with var=>val expr
is equivalent to with(var=>val) do expr end
. However, with
requires a zero-argument closure or function, which results in an extra call-frame. As an example, consider the following function f
:
using Base.ScopedValues
const a = ScopedValue(1)
f(x) = a[] + x
If you wish to run f
in a dynamic scope with a
set to 2
, then you can use with
:
with(() -> f(10), a=>2)
However, this requires wrapping f
in a zero-argument function. If you wish to avoid the extra call-frame, then you can use the @with
macro:
@with a=>2 f(10)
Dynamic scopes are inherited by Task
s, at the moment of task creation. Dynamic scopes are not propagated through Distributed.jl
operations.
In the example below we open a new dynamic scope before launching a task. The parent task and the two child tasks observe independent values of the same scoped value at the same time.
using Base.ScopedValues
import Base.Threads: @spawn
const scoped_val = ScopedValue(1)
@sync begin
with(scoped_val => 2)
@spawn @show scoped_val[] # 2
end
with(scoped_val => 3)
@spawn @show scoped_val[] # 3
end
@show scoped_val[] # 1
end
Scoped values are constant throughout a scope, but you can store mutable state in a scoped value. Just keep in mind that the usual caveats for global variables apply in the context of concurrent programming.
Care is also required when storing references to mutable state in scoped values. You might want to explicitly unshare mutable state when entering a new dynamic scope.
using Base.ScopedValues
import Base.Threads: @spawn
const sval_dict = ScopedValue(Dict())
# Example of using a mutable value wrongly
@sync begin
# `Dict` is not thread-safe the usage below is invalid
@spawn (sval_dict[][:a] = 3)
@spawn (sval_dict[][:b] = 3)
end
@sync begin
# If we instead pass a unique dictionary to each
# task we can access the dictionaries race free.
with(sval_dict => Dict()) do
@spawn (sval_dict[][:a] = 3)
end
with(sval_dict => Dict()) do
@spawn (sval_dict[][:b] = 3)
end
end
Example
In the example below we use a scoped value to implement a permission check in a web-application. After determining the permissions of the request, a new dynamic scope is entered and the scoped value LEVEL
is set. Other parts of the application can query the scoped value and will receive the appropriate value. Other alternatives like task-local storage and global variables are not well suited for this kind of propagation; our only alternative would have been to thread a value through the entire call-chain.
using Base.ScopedValues
const LEVEL = ScopedValue(:GUEST)
function serve(request, response)
level = isAdmin(request) ? :ADMIN : :GUEST
with(LEVEL => level) do
Threads.@spawn handle(request, response)
end
end
function open(connection::Database)
level = LEVEL[]
if level !== :ADMIN
error("Access disallowed")
end
# ... open connection
end
function handle(request, response)
# ...
open(Database(#=...=#))
# ...
end
Idioms
Unshare mutable state
using Base.ScopedValues
import Base.Threads: @spawn
const sval_dict = ScopedValue(Dict())
# If you want to add new values to the dict, instead of replacing
# it, unshare the values explicitly. In this example we use `merge`
# to unshare the state of the dictionary in parent scope.
@sync begin
with(sval_dict => merge(sval_dict[], Dict(:a => 10))) do
@spawn @show sval_dict[][:a]
end
@spawn sval_dict[][:a] = 3 # Not a race since they are unshared.
end
Scoped values as globals
In order to access the value of a scoped value, the scoped value itself has to be in (lexical) scope. This means most often you likely want to use scoped values as constant globals.
using Base.ScopedValues
const sval = ScopedValue(1)
Indeed one can think of scoped values as hidden function arguments.
This does not preclude their use as non-globals.
using Base.ScopedValues
import Base.Threads: @spawn
function main()
role = ScopedValue(:client)
function launch()
#...
role[]
end
@with role => :server @spawn launch()
launch()
end
But it might have been simpler to just directly pass the function argument in these cases.
Very many ScopedValues
If you find yourself creating many ScopedValue
's for one given module, it may be better to use a dedicated struct to hold them.
using Base.ScopedValues
Base.@kwdef struct Configuration
color::Bool = false
verbose::Bool = false
end
const CONFIG = ScopedValue(Configuration(color=true))
@with CONFIG => Configuration(color=CONFIG[].color, verbose=true) begin
@show CONFIG[].color # true
@show CONFIG[].verbose # true
end
API docs
Base.ScopedValues.ScopedValue
— TypeScopedValue(x)
Create a container that propagates values across dynamic scopes. Use with
to create and enter a new dynamic scope.
Values can only be set when entering a new dynamic scope, and the value referred to will be constant during the execution of a dynamic scope.
Dynamic scopes are propagated across tasks.
Examples
julia> using Base.ScopedValues;
julia> const sval = ScopedValue(1);
julia> sval[]
1
julia> with(sval => 2) do
sval[]
end
2
julia> sval[]
1
Scoped values were introduced in Julia 1.11. In Julia 1.8+ a compatible implementation is available from the package ScopedValues.jl.
Base.ScopedValues.with
— Functionwith(f, (var::ScopedValue{T} => val)...)
Execute f
in a new dynamic scope with var
set to val
. val
will be converted to type T
.
See also: ScopedValues.@with
, ScopedValues.ScopedValue
, ScopedValues.get
.
Examples
julia> using Base.ScopedValues
julia> a = ScopedValue(1);
julia> f(x) = a[] + x;
julia> f(10)
11
julia> with(a=>2) do
f(10)
end
12
julia> f(10)
11
julia> b = ScopedValue(2);
julia> g(x) = a[] + b[] + x;
julia> with(a=>10, b=>20) do
g(30)
end
60
julia> with(() -> a[] * b[], a=>3, b=>4)
12
Base.ScopedValues.@with
— Macro@with (var::ScopedValue{T} => val)... expr
Macro version of with
. The expression @with var=>val expr
evaluates expr
in a new dynamic scope with var
set to val
. val
will be converted to type T
. @with var=>val expr
is equivalent to with(var=>val) do expr end
, but @with
avoids creating a closure.
See also: ScopedValues.with
, ScopedValues.ScopedValue
, ScopedValues.get
.
Examples
julia> using Base.ScopedValues
julia> const a = ScopedValue(1);
julia> f(x) = a[] + x;
julia> @with a=>2 f(10)
12
julia> @with a=>3 begin
x = 100
f(x)
end
103
Base.isassigned
— Methodisassigned(val::ScopedValue)
Test whether a ScopedValue
has an assigned value.
See also: ScopedValues.with
, ScopedValues.@with
, ScopedValues.get
.
Examples
julia> using Base.ScopedValues
julia> a = ScopedValue(1); b = ScopedValue{Int}();
julia> isassigned(a)
true
julia> isassigned(b)
false
Base.ScopedValues.get
— Functionget(val::ScopedValue{T})::Union{Nothing, Some{T}}
If the scoped value isn't set and doesn't have a default value, return nothing
. Otherwise returns Some{T}
with the current value.
See also: ScopedValues.with
, ScopedValues.@with
, ScopedValues.ScopedValue
.
Examples
julia> using Base.ScopedValues
julia> a = ScopedValue(42); b = ScopedValue{Int}();
julia> ScopedValues.get(a)
Some(42)
julia> isnothing(ScopedValues.get(b))
true
Implementation notes and performance
Scope
s use a persistent dictionary. Lookup and insertion is O(log(32, n))
, upon dynamic scope entry a small amount of data is copied and the unchanged data is shared among other scopes.
The Scope
object itself is not user-facing and may be changed in a future version of Julia.
Design inspiration
This design was heavily inspired by JEPS-429, which in turn was inspired by dynamically scoped free variables in many Lisp dialects. In particular Interlisp-D and its deep binding strategy.
A prior design discussed was context variables ala PEPS-567 and implemented in Julia as ContextVariablesX.jl.